It appears I need to use the dbname and the table ALIAS when trying to use a MULTI DELETE.
DELETE dbname.talias FROM dbname.t as talias INNER JOIN dbname.t2 as t2 ON talias.f_id = t2.id
I believe I had tried that and it failed, but it now appears to be working :-/